This work opens up numerous avenues for future research: (1) Apply the same principle to other prediction tasks in OC20 (e.g., predicting per-system energy) and other application domains.
(2) Incorporate physics knowledge into ForceNet to increase its generalization performance.
(3) Improve computational efficiency of ForceNet, while maintaining its performance, similar to how DimeNet++ has been significantly improved over DimeNet [1]}.
(4) Scale up ForceNet with more computational resources.
